Pith Number

pith:7PDMUM37

pith:2024:7PDMUM37GPPJOKWS3R6UJMG7MR

not attested not anchored not stored refs pending

A tutorial on learning from preferences and choices with Gaussian Processes

Alessio Benavoli, Dario Azzimonti

arxiv:2403.11782 v6 · 2024-03-18 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7PDMUM37GPPJOKWS3R6UJMG7MR}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

DT-PBO: an Interpretable Tree-based Surrogate Model for Preferential Bayesian Optimization

Receipt and verification

First computed	2026-05-20T00:02:45.886210Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fbc6ca337f33de972ad2dc7d44b0df644cc5c1ee2b59bf57d2bbdf5c5c1eb5bf

Aliases

arxiv: 2403.11782 · arxiv_version: 2403.11782v6 · doi: 10.48550/arxiv.2403.11782 · pith_short_12: 7PDMUM37GPPJ · pith_short_16: 7PDMUM37GPPJOKWS · pith_short_8: 7PDMUM37

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/7PDMUM37GPPJOKWS3R6UJMG7MR \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: fbc6ca337f33de972ad2dc7d44b0df644cc5c1ee2b59bf57d2bbdf5c5c1eb5bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a5558fc78c3cc1aae5c0472ab149c34ed2ed5c3187afdd3ad37cccf7a64196f4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-18T13:40:48Z",
    "title_canon_sha256": "92caa267bd7b7cc48432e34a14eafc73227dc0e33367d47ecc641744b5dac7ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.11782",
    "kind": "arxiv",
    "version": 6
  }
}